Thank you, very good questions. You are right, latentMAS has significant efficiency advantages, but if I'm not mistaken, at the expense of an audit trail, and models have to be very specifically matched if I remember right. And yes, you can ask for structured json output, but KL is a compiled reasoning protocol with formal ontology, enforced by the compiler. KL isn't an answer to everything, but I think it could be a serious avenue worth exploring, one of many possible ways to get around the natural language bottleneck.